The average area proportion over the 5 periods reached 46.45%, but overall, it showed a decreasing trend, dropping from 50.83% in 2002 to 44.57% in 2022, with a significant decrease observed in the southwestern part of Chengde.
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Revealing various change characteristics and drivers of ecological vulnerability in the Luan river basin based on the SRP model.
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